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cs.LG2024
Estimation of System Parameters Including Repeated Cross-Sectional Data through Emulator-Informed Deep Generative Model
Hyunwoo Cho, Sung Woong Cho, Hyeontae Jo +1
Differential equations (DEs) are crucial for modeling the evolution of natural or engineered systems. Traditionally, the parameters in DEs are adjusted to fit data from system obse…
stat.ML2024
Estimating the Distribution of Parameters in Differential Equations with Repeated Cross-Sectional Data
Hyeontae Jo, Sung Woong Cho, Hyung Ju Hwang
Differential equations are pivotal in modeling and understanding the dynamics of various systems, offering insights into their future states through parameter estimation fitted to…